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cs.CV2025
Top-Down Semantic Refinement for Image Captioning
Jusheng Zhang, Kaitong Cai, Jing Yang +3
Large Vision-Language Models (VLMs) face an inherent contradiction in image captioning: their powerful single-step generation capabilities often lead to a myopic decision-making pr…
cs.CV2025
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models
Zeqing Wang, Shiyuan Zhang, Chengpei Tang +1
Reasoning about temporal causality, particularly irreversible transformations of objects governed by real-world knowledge (e.g., fruit decay and human aging), is a fundamental aspe…